Recent advances in processing negation

被引:15
作者
Morante, Roser [1 ]
Blanco, Eduardo [2 ]
机构
[1] Vrije Univ Amsterdam, Fac Humanities, CLTL Lab, Amsterdam, Netherlands
[2] Univ North Texas, Dept Comp Sci & Engn, Denton, TX 76203 USA
基金
美国国家科学基金会;
关键词
Processing negation; Focus; Scope; Semantics; INFORMATION EXTRACTION; CORPUS; ALGORITHM; SYSTEM;
D O I
10.1017/S1351324920000534
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Negation is a complex linguistic phenomenon present in all human languages. It can be seen as an operator that transforms an expression into another expression whose meaning is in some way opposed to the original expression. In this article, we survey previous work on negation with an emphasis on computational approaches. We start defining negation and two important concepts: scope and focus of negation. Then, we survey work in natural language processing that considers negation primarily as a means to improve the results in some task. We also provide information about corpora containing negation annotations in English and other languages, which usually include a combination of annotations of negation cues, scopes, foci, and negated events. We continue the survey with a description of automated approaches to process negation, ranging from early rule-based systems to systems built with traditional machine learning and neural networks. Finally, we conclude with some reflections on current progress and future directions.
引用
收藏
页码:121 / 130
页数:10
相关论文
共 105 条
[61]   DEEPEN: A negation detection system for clinical text incorporating dependency relation into NegEx [J].
Mehrabi, Saeed ;
Krishnan, Anand ;
Sohn, Sunghwan ;
Roch, Alexandra M. ;
Schmidt, Heidi ;
Kesterson, Joe ;
Beesley, Chris ;
Dexter, Paul ;
Schmidt, C. Max ;
Liu, Hongfang ;
Palakal, Mathew .
JOURNAL OF BIOMEDICAL INFORMATICS, 2015, 54 :213-219
[62]  
Mitchell KJ, 2004, STUD HEALTH TECHNOL, V107, P663
[63]  
Morante R., 2012, Proceedings of the Eighth International Conference on Language Resources and Evaluation (LREC-2012), P563
[64]  
Morante R., 2012, SEM@NAACL-HLT, P265
[65]  
Morante R., 2009, P 13 C COMP NAT LANG, P21, DOI DOI 10.3115/1596374.1596381
[66]  
Morante R., 2008, Proceedings of the Conference on Empirical Methods in Natural Language Processing, P715, DOI DOI 10.3115/1613715.1613805
[67]  
Mowery DL, 2014, P C LABS EVALUATION, P31
[68]   Use of general-purpose negation detection to augment concept indexing of medical documents: A quantitative study using the UMLS [J].
Mutalik, PG ;
Deshpande, A ;
Nadkarni, PM .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2001, 8 (06) :598-609
[69]   Rule-based information extraction from patients' clinical data [J].
Mykowiecka, Agnieszka ;
Marciniak, Malgorzata ;
Kupsc, Anna .
JOURNAL OF BIOMEDICAL INFORMATICS, 2009, 42 (05) :923-936
[70]  
Naik A., 2018, P 27 INT C COMP LING, P2340